Profiling Report

Dataset statistics

Number of variables	43
Number of observations	119390
Missing cells	18823
Missing cells (%)	0.4%
Duplicate rows	8175
Duplicate rows (%)	6.8%
Total size in memory	39.2 MiB
Average record size in memory	344.0 B

Variable types

Categorical	22
Numeric	21

Alerts

Dataset has 8175 (6.8%) duplicate rows	Duplicates
`country` has a high cardinality: 177 distinct values	High cardinality
`reservation_status_date` has a high cardinality: 926 distinct values	High cardinality
`arrival_date_week_number` is highly overall correlated with `arrival_date_month` and 1 other fields	High correlation
`agent` is highly overall correlated with `hotel`	High correlation
`CPI_AVG` is highly overall correlated with `CSMR_SENT` and 9 other fields	High correlation
`INFLATION` is highly overall correlated with `FUEL_PRCS` and 5 other fields	High correlation
`CSMR_SENT` is highly overall correlated with `CPI_AVG` and 9 other fields	High correlation
`UNRATE` is highly overall correlated with `CPI_AVG` and 9 other fields	High correlation
`GDP` is highly overall correlated with `CPI_AVG` and 8 other fields	High correlation
`FUEL_PRCS` is highly overall correlated with `INFLATION` and 5 other fields	High correlation
`CPI_HOTELS` is highly overall correlated with `CPI_AVG` and 9 other fields	High correlation
`DIS_INC` is highly overall correlated with `CPI_AVG` and 9 other fields	High correlation
`hotel` is highly overall correlated with `agent`	High correlation
`is_canceled` is highly overall correlated with `reservation_status`	High correlation
`arrival_date_year` is highly overall correlated with `CPI_AVG` and 10 other fields	High correlation
`arrival_date_month` is highly overall correlated with `arrival_date_week_number` and 1 other fields	High correlation
`market_segment` is highly overall correlated with `distribution_channel`	High correlation
`distribution_channel` is highly overall correlated with `market_segment`	High correlation
`reserved_room_type` is highly overall correlated with `assigned_room_type`	High correlation
`assigned_room_type` is highly overall correlated with `reserved_room_type`	High correlation
`reservation_status` is highly overall correlated with `is_canceled`	High correlation
`MO_YR` is highly overall correlated with `arrival_date_week_number` and 13 other fields	High correlation
`INFLATION_CHG` is highly overall correlated with `CPI_AVG` and 8 other fields	High correlation
`INTRSRT` is highly overall correlated with `CPI_AVG` and 11 other fields	High correlation
`US_GINI` is highly overall correlated with `CPI_AVG` and 10 other fields	High correlation
`children` is highly imbalanced (80.7%)	Imbalance
`babies` is highly imbalanced (97.2%)	Imbalance
`meal` is highly imbalanced (53.5%)	Imbalance
`country` is highly imbalanced (53.1%)	Imbalance
`distribution_channel` is highly imbalanced (63.2%)	Imbalance
`is_repeated_guest` is highly imbalanced (79.6%)	Imbalance
`reserved_room_type` is highly imbalanced (58.3%)	Imbalance
`assigned_room_type` is highly imbalanced (51.4%)	Imbalance
`deposit_type` is highly imbalanced (65.3%)	Imbalance
`customer_type` is highly imbalanced (50.6%)	Imbalance
`required_car_parking_spaces` is highly imbalanced (85.4%)	Imbalance
`agent` has 16340 (13.7%) missing values	Missing
`previous_cancellations` is highly skewed (γ1 = 24.45804872)	Skewed
`previous_bookings_not_canceled` is highly skewed (γ1 = 23.53979995)	Skewed
`lead_time` has 6345 (5.3%) zeros	Zeros
`stays_in_weekend_nights` has 51998 (43.6%) zeros	Zeros
`stays_in_week_nights` has 7645 (6.4%) zeros	Zeros
`previous_cancellations` has 112906 (94.6%) zeros	Zeros
`previous_bookings_not_canceled` has 115770 (97.0%) zeros	Zeros
`booking_changes` has 101314 (84.9%) zeros	Zeros
`days_in_waiting_list` has 115692 (96.9%) zeros	Zeros
`adr` has 1959 (1.6%) zeros	Zeros
`total_of_special_requests` has 70318 (58.9%) zeros	Zeros

Reproduction

Analysis started	2023-10-22 16:18:12.714225
Analysis finished	2023-10-22 16:20:56.113814
Duration	2 minutes and 43.4 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

hotel
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

City Hotel	79330
Resort Hotel	40060

Length

Max length	12
Median length	10
Mean length	10.671078
Min length	10

Characters and Unicode

Total characters	1274020
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Resort Hotel
2nd row	Resort Hotel
3rd row	Resort Hotel
4th row	Resort Hotel
5th row	Resort Hotel

Common Values

Value	Count	Frequency (%)
City Hotel	79330	66.4%
Resort Hotel	40060	33.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
hotel	119390	50.0%
city	79330	33.2%
resort	40060	16.8%

Most occurring characters

Value	Count	Frequency (%)
t	238780	18.7%
o	159450	12.5%
e	159450	12.5%
	119390	9.4%
H	119390	9.4%
l	119390	9.4%
C	79330	6.2%
i	79330	6.2%
y	79330	6.2%
R	40060	3.1%
Other values (2)	80120	6.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	915850	71.9%
Uppercase Letter	238780	18.7%
Space Separator	119390	9.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	238780	26.1%
o	159450	17.4%
e	159450	17.4%
l	119390	13.0%
i	79330	8.7%
y	79330	8.7%
s	40060	4.4%
r	40060	4.4%

Uppercase Letter

Value	Count	Frequency (%)
H	119390	50.0%
C	79330	33.2%
R	40060	16.8%

Space Separator

Value	Count	Frequency (%)
	119390	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1154630	90.6%
Common	119390	9.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	238780	20.7%
o	159450	13.8%
e	159450	13.8%
H	119390	10.3%
l	119390	10.3%
C	79330	6.9%
i	79330	6.9%
y	79330	6.9%
R	40060	3.5%
s	40060	3.5%

Common

Value	Count	Frequency (%)
	119390	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1274020	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	238780	18.7%
o	159450	12.5%
e	159450	12.5%
	119390	9.4%
H	119390	9.4%
l	119390	9.4%
C	79330	6.2%
i	79330	6.2%
y	79330	6.2%
R	40060	3.1%
Other values (2)	80120	6.3%

is_canceled
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

0	75166
1	44224

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	119390
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	75166	63.0%
1	44224	37.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	75166	63.0%
1	44224	37.0%

Most occurring characters

Value	Count	Frequency (%)
0	75166	63.0%
1	44224	37.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	119390	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	75166	63.0%
1	44224	37.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	119390	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	75166	63.0%
1	44224	37.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119390	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	75166	63.0%
1	44224	37.0%

lead_time
Real number (ℝ)

Distinct	479
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	104.01142

Minimum	0
Maximum	737
Zeros	6345
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18
median	69
Q3	160
95-th percentile	320
Maximum	737
Range	737
Interquartile range (IQR)	142

Descriptive statistics

Standard deviation	106.8631
Coefficient of variation (CV)	1.027417
Kurtosis	1.6964488
Mean	104.01142
Median Absolute Deviation (MAD)	60
Skewness	1.3465499
Sum	12417923
Variance	11419.722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6345	5.3%
1	3460	2.9%
2	2069	1.7%
3	1816	1.5%
4	1715	1.4%
5	1565	1.3%
6	1445	1.2%
7	1331	1.1%
8	1138	1.0%
12	1079	0.9%
Other values (469)	97427	81.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6345	5.3%
1	3460	2.9%
2	2069	1.7%
3	1816	1.5%
4	1715	1.4%
5	1565	1.3%
6	1445	1.2%
7	1331	1.1%
8	1138	1.0%
9	992	0.8%

Value	Count	Frequency (%)
737	1	< 0.1%
709	1	< 0.1%
629	17	< 0.1%
626	30	< 0.1%
622	17	< 0.1%
615	17	< 0.1%
608	17	< 0.1%
605	30	< 0.1%
601	17	< 0.1%
594	17	< 0.1%

arrival_date_year
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

2016	56707
2017	40687
2015	21996

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	477560
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2015
2nd row	2015
3rd row	2015
4th row	2015
5th row	2015

Common Values

Value	Count	Frequency (%)
2016	56707	47.5%
2017	40687	34.1%
2015	21996	18.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2016	56707	47.5%
2017	40687	34.1%
2015	21996	18.4%

Most occurring characters

Value	Count	Frequency (%)
2	119390	25.0%
0	119390	25.0%
1	119390	25.0%
6	56707	11.9%
7	40687	8.5%
5	21996	4.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	477560	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	119390	25.0%
0	119390	25.0%
1	119390	25.0%
6	56707	11.9%
7	40687	8.5%
5	21996	4.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	477560	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	119390	25.0%
0	119390	25.0%
1	119390	25.0%
6	56707	11.9%
7	40687	8.5%
5	21996	4.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	477560	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	119390	25.0%
0	119390	25.0%
1	119390	25.0%
6	56707	11.9%
7	40687	8.5%
5	21996	4.6%

arrival_date_month
Categorical

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

August	13877
July	12661
May	11791
October	11160
April	11089
Other values (7)	58812

Length

Max length	9
Median length	7
Mean length	5.9031828
Min length	3

Characters and Unicode

Total characters	704781
Distinct characters	26
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	July
2nd row	July
3rd row	July
4th row	July
5th row	July

Common Values

Value	Count	Frequency (%)
August	13877	11.6%
July	12661	10.6%
May	11791	9.9%
October	11160	9.3%
April	11089	9.3%
June	10939	9.2%
September	10508	8.8%
March	9794	8.2%
February	8068	6.8%
November	6794	5.7%
Other values (2)	12709	10.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
august	13877	11.6%
july	12661	10.6%
may	11791	9.9%
october	11160	9.3%
april	11089	9.3%
june	10939	9.2%
september	10508	8.8%
march	9794	8.2%
february	8068	6.8%
november	6794	5.7%
Other values (2)	12709	10.6%

Most occurring characters

Value	Count	Frequency (%)
e	95619	13.6%
r	78190	11.1%
u	65351	9.3%
b	43310	6.1%
a	41511	5.9%
y	38449	5.5%
t	35545	5.0%
J	29529	4.2%
c	27734	3.9%
A	24966	3.5%
Other values (16)	224577	31.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	585391	83.1%
Uppercase Letter	119390	16.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	95619	16.3%
r	78190	13.4%
u	65351	11.2%
b	43310	7.4%
a	41511	7.1%
y	38449	6.6%
t	35545	6.1%
c	27734	4.7%
m	24082	4.1%
l	23750	4.1%
Other values (8)	111850	19.1%

Uppercase Letter

Value	Count	Frequency (%)
J	29529	24.7%
A	24966	20.9%
M	21585	18.1%
O	11160	9.3%
S	10508	8.8%
F	8068	6.8%
N	6794	5.7%
D	6780	5.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	704781	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	95619	13.6%
r	78190	11.1%
u	65351	9.3%
b	43310	6.1%
a	41511	5.9%
y	38449	5.5%
t	35545	5.0%
J	29529	4.2%
c	27734	3.9%
A	24966	3.5%
Other values (16)	224577	31.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	704781	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	95619	13.6%
r	78190	11.1%
u	65351	9.3%
b	43310	6.1%
a	41511	5.9%
y	38449	5.5%
t	35545	5.0%
J	29529	4.2%
c	27734	3.9%
A	24966	3.5%
Other values (16)	224577	31.9%

arrival_date_week_number
Real number (ℝ)

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.165173

Minimum	1
Maximum	53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	16
median	28
Q3	38
95-th percentile	49
Maximum	53
Range	52
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	13.605138
Coefficient of variation (CV)	0.50083018
Kurtosis	-0.98607718
Mean	27.165173
Median Absolute Deviation (MAD)	11
Skewness	-0.010014326
Sum	3243250
Variance	185.09979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	3580	3.0%
30	3087	2.6%
32	3045	2.6%
34	3040	2.5%
18	2926	2.5%
21	2854	2.4%
28	2853	2.4%
17	2805	2.3%
20	2785	2.3%
29	2763	2.3%
Other values (43)	89652	75.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1047	0.9%
2	1218	1.0%
3	1319	1.1%
4	1487	1.2%
5	1387	1.2%
6	1508	1.3%
7	2109	1.8%
8	2216	1.9%
9	2117	1.8%
10	2149	1.8%

Value	Count	Frequency (%)
53	1816	1.5%
52	1195	1.0%
51	933	0.8%
50	1505	1.3%
49	1782	1.5%
48	1504	1.3%
47	1685	1.4%
46	1574	1.3%
45	1941	1.6%
44	2272	1.9%

arrival_date_day_of_month
Real number (ℝ)

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.798241

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	30
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.7808295
Coefficient of variation (CV)	0.55581058
Kurtosis	-1.1871683
Mean	15.798241
Median Absolute Deviation (MAD)	8
Skewness	-0.002000454
Sum	1886152
Variance	77.102966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
17	4406	3.7%
5	4317	3.6%
15	4196	3.5%
25	4160	3.5%
26	4147	3.5%
9	4096	3.4%
12	4087	3.4%
16	4078	3.4%
2	4055	3.4%
19	4052	3.4%
Other values (21)	77796	65.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3626	3.0%
2	4055	3.4%
3	3855	3.2%
4	3763	3.2%
5	4317	3.6%
6	3833	3.2%
7	3665	3.1%
8	3921	3.3%
9	4096	3.4%
10	3575	3.0%

Value	Count	Frequency (%)
31	2208	1.8%
30	3853	3.2%
29	3580	3.0%
28	3946	3.3%
27	3802	3.2%
26	4147	3.5%
25	4160	3.5%
24	3993	3.3%
23	3616	3.0%
22	3596	3.0%

stays_in_weekend_nights
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.92759863

Minimum	0
Maximum	19
Zeros	51998
Zeros (%)	43.6%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	2
Maximum	19
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.99861349
Coefficient of variation (CV)	1.0765578
Kurtosis	7.1740661
Mean	0.92759863
Median Absolute Deviation (MAD)	1
Skewness	1.3800464
Sum	110746
Variance	0.99722891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	51998	43.6%
2	33308	27.9%
1	30626	25.7%
4	1855	1.6%
3	1259	1.1%
6	153	0.1%
5	79	0.1%
8	60	0.1%
7	19	< 0.1%
9	11	< 0.1%
Other values (7)	22	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51998	43.6%
1	30626	25.7%
2	33308	27.9%
3	1259	1.1%
4	1855	1.6%
5	79	0.1%
6	153	0.1%
7	19	< 0.1%
8	60	0.1%
9	11	< 0.1%

Value	Count	Frequency (%)
19	1	< 0.1%
18	1	< 0.1%
16	3	< 0.1%
14	2	< 0.1%
13	3	< 0.1%
12	5	< 0.1%
10	7	< 0.1%
9	11	< 0.1%
8	60	0.1%
7	19	< 0.1%

stays_in_week_nights
Real number (ℝ)

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5003015

Minimum	0
Maximum	50
Zeros	7645
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	50
Range	50
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9082856
Coefficient of variation (CV)	0.76322219
Kurtosis	24.284555
Mean	2.5003015
Median Absolute Deviation (MAD)	1
Skewness	2.8622492
Sum	298511
Variance	3.641554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
2	33684	28.2%
1	30310	25.4%
3	22258	18.6%
5	11077	9.3%
4	9563	8.0%
0	7645	6.4%
6	1499	1.3%
10	1036	0.9%
7	1029	0.9%
8	656	0.5%
Other values (25)	633	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7645	6.4%
1	30310	25.4%
2	33684	28.2%
3	22258	18.6%
4	9563	8.0%
5	11077	9.3%
6	1499	1.3%
7	1029	0.9%
8	656	0.5%
9	231	0.2%

Value	Count	Frequency (%)
50	1	< 0.1%
42	1	< 0.1%
41	1	< 0.1%
40	2	< 0.1%
35	1	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
32	1	< 0.1%
30	5	< 0.1%
26	1	< 0.1%

adults
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8564034

Minimum	0
Maximum	55
Zeros	403
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	3
Maximum	55
Range	55
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.579261
Coefficient of variation (CV)	0.31203401
Kurtosis	1352.1151
Mean	1.8564034
Median Absolute Deviation (MAD)	0
Skewness	18.317805
Sum	221636
Variance	0.3355433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
2	89680	75.1%
1	23027	19.3%
3	6202	5.2%
0	403	0.3%
4	62	0.1%
26	5	< 0.1%
27	2	< 0.1%
20	2	< 0.1%
5	2	< 0.1%
40	1	< 0.1%
Other values (4)	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	403	0.3%
1	23027	19.3%
2	89680	75.1%
3	6202	5.2%
4	62	0.1%
5	2	< 0.1%
6	1	< 0.1%
10	1	< 0.1%
20	2	< 0.1%
26	5	< 0.1%

Value	Count	Frequency (%)
55	1	< 0.1%
50	1	< 0.1%
40	1	< 0.1%
27	2	< 0.1%
26	5	< 0.1%
20	2	< 0.1%
10	1	< 0.1%
6	1	< 0.1%
5	2	< 0.1%
4	62	0.1%

children
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	4
Missing (%)	< 0.1%
Memory size	932.9 KiB

0.0	110796
1.0	4861
2.0	3652
3.0	76
10.0	1

Length

Max length	4
Median length	3
Mean length	3.0000084
Min length	3

Characters and Unicode

Total characters	358159
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	110796	92.8%
1.0	4861	4.1%
2.0	3652	3.1%
3.0	76	0.1%
10.0	1	< 0.1%
(Missing)	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	110796	92.8%
1.0	4861	4.1%
2.0	3652	3.1%
3.0	76	0.1%
10.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	230183	64.3%
.	119386	33.3%
1	4862	1.4%
2	3652	1.0%
3	76	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	238773	66.7%
Other Punctuation	119386	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	230183	96.4%
1	4862	2.0%
2	3652	1.5%
3	76	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	119386	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	358159	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	230183	64.3%
.	119386	33.3%
1	4862	1.4%
2	3652	1.0%
3	76	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	358159	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	230183	64.3%
.	119386	33.3%
1	4862	1.4%
2	3652	1.0%
3	76	< 0.1%

babies
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

0	118473
1	900
2	15
10	1
9	1

Length

Max length	2
Median length	1
Mean length	1.0000084
Min length	1

Characters and Unicode

Total characters	119391
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	118473	99.2%
1	900	0.8%
2	15	< 0.1%
10	1	< 0.1%
9	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	118473	99.2%
1	900	0.8%
2	15	< 0.1%
10	1	< 0.1%
9	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	118474	99.2%
1	901	0.8%
2	15	< 0.1%
9	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	119391	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	118474	99.2%
1	901	0.8%
2	15	< 0.1%
9	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	119391	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	118474	99.2%
1	901	0.8%
2	15	< 0.1%
9	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119391	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	118474	99.2%
1	901	0.8%
2	15	< 0.1%
9	1	< 0.1%

meal
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

BB	92310
HB	14463
SC	10650
Undefined	1169
FB	798

Length

Max length	9
Median length	2
Mean length	2.0685401
Min length	2

Characters and Unicode

Total characters	246963
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BB
2nd row	BB
3rd row	BB
4th row	BB
5th row	BB

Common Values

Value	Count	Frequency (%)
BB	92310	77.3%
HB	14463	12.1%
SC	10650	8.9%
Undefined	1169	1.0%
FB	798	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bb	92310	77.3%
hb	14463	12.1%
sc	10650	8.9%
undefined	1169	1.0%
fb	798	0.7%

Most occurring characters

Value	Count	Frequency (%)
B	199881	80.9%
H	14463	5.9%
S	10650	4.3%
C	10650	4.3%
n	2338	0.9%
d	2338	0.9%
e	2338	0.9%
U	1169	0.5%
f	1169	0.5%
i	1169	0.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	237611	96.2%
Lowercase Letter	9352	3.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	199881	84.1%
H	14463	6.1%
S	10650	4.5%
C	10650	4.5%
U	1169	0.5%
F	798	0.3%

Lowercase Letter

Value	Count	Frequency (%)
n	2338	25.0%
d	2338	25.0%
e	2338	25.0%
f	1169	12.5%
i	1169	12.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	246963	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	199881	80.9%
H	14463	5.9%
S	10650	4.3%
C	10650	4.3%
n	2338	0.9%
d	2338	0.9%
e	2338	0.9%
U	1169	0.5%
f	1169	0.5%
i	1169	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	246963	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	199881	80.9%
H	14463	5.9%
S	10650	4.3%
C	10650	4.3%
n	2338	0.9%
d	2338	0.9%
e	2338	0.9%
U	1169	0.5%
f	1169	0.5%
i	1169	0.5%

country
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	177
Distinct (%)	0.1%
Missing	488
Missing (%)	0.4%
Memory size	932.9 KiB

PRT	48590
GBR	12129
FRA	10415
ESP	8568
DEU	7287
Other values (172)	31913

Length

Max length	3
Median length	3
Mean length	2.9892432
Min length	2

Characters and Unicode

Total characters	355427
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	30 ?
Unique (%)	< 0.1%

Sample

1st row	PRT
2nd row	PRT
3rd row	GBR
4th row	GBR
5th row	GBR

Common Values

Value	Count	Frequency (%)
PRT	48590	40.7%
GBR	12129	10.2%
FRA	10415	8.7%
ESP	8568	7.2%
DEU	7287	6.1%
ITA	3766	3.2%
IRL	3375	2.8%
BEL	2342	2.0%
BRA	2224	1.9%
NLD	2104	1.8%
Other values (167)	18102	15.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
prt	48590	40.9%
gbr	12129	10.2%
fra	10415	8.8%
esp	8568	7.2%
deu	7287	6.1%
ita	3766	3.2%
irl	3375	2.8%
bel	2342	2.0%
bra	2224	1.9%
nld	2104	1.8%
Other values (167)	18102	15.2%

Most occurring characters

Value	Count	Frequency (%)
R	80804	22.7%
P	58506	16.5%
T	54263	15.3%
A	21627	6.1%
E	21538	6.1%
B	17051	4.8%
S	13931	3.9%
U	13293	3.7%
G	13130	3.7%
F	10956	3.1%
Other values (16)	50328	14.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	355427	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	80804	22.7%
P	58506	16.5%
T	54263	15.3%
A	21627	6.1%
E	21538	6.1%
B	17051	4.8%
S	13931	3.9%
U	13293	3.7%
G	13130	3.7%
F	10956	3.1%
Other values (16)	50328	14.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	355427	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	80804	22.7%
P	58506	16.5%
T	54263	15.3%
A	21627	6.1%
E	21538	6.1%
B	17051	4.8%
S	13931	3.9%
U	13293	3.7%
G	13130	3.7%
F	10956	3.1%
Other values (16)	50328	14.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	355427	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	80804	22.7%
P	58506	16.5%
T	54263	15.3%
A	21627	6.1%
E	21538	6.1%
B	17051	4.8%
S	13931	3.9%
U	13293	3.7%
G	13130	3.7%
F	10956	3.1%
Other values (16)	50328	14.2%

market_segment
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

Online TA	56477
Offline TA/TO	24219
Groups	19811
Direct	12606
Corporate	5295
Other values (3)	982

Length

Max length	13
Median length	9
Mean length	9.0197671
Min length	6

Characters and Unicode

Total characters	1076870
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Direct
2nd row	Direct
3rd row	Direct
4th row	Corporate
5th row	Online TA

Common Values

Value	Count	Frequency (%)
Online TA	56477	47.3%
Offline TA/TO	24219	20.3%
Groups	19811	16.6%
Direct	12606	10.6%
Corporate	5295	4.4%
Complementary	743	0.6%
Aviation	237	0.2%
Undefined	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
online	56477	28.2%
ta	56477	28.2%
offline	24219	12.1%
ta/to	24219	12.1%
groups	19811	9.9%
direct	12606	6.3%
corporate	5295	2.6%
complementary	743	0.4%
aviation	237	0.1%
undefined	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	138157	12.8%
O	104915	9.7%
T	104915	9.7%
e	100087	9.3%
i	93778	8.7%
l	81439	7.6%
A	80933	7.5%
	80696	7.5%
f	48440	4.5%
r	43750	4.1%
Other values (16)	199760	18.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	642735	59.7%
Uppercase Letter	329220	30.6%
Space Separator	80696	7.5%
Other Punctuation	24219	2.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	138157	21.5%
e	100087	15.6%
i	93778	14.6%
l	81439	12.7%
f	48440	7.5%
r	43750	6.8%
o	31381	4.9%
p	25849	4.0%
s	19811	3.1%
u	19811	3.1%
Other values (7)	40232	6.3%

Uppercase Letter

Value	Count	Frequency (%)
O	104915	31.9%
T	104915	31.9%
A	80933	24.6%
G	19811	6.0%
D	12606	3.8%
C	6038	1.8%
U	2	< 0.1%

Space Separator

Value	Count	Frequency (%)
	80696	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	24219	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	971955	90.3%
Common	104915	9.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	138157	14.2%
O	104915	10.8%
T	104915	10.8%
e	100087	10.3%
i	93778	9.6%
l	81439	8.4%
A	80933	8.3%
f	48440	5.0%
r	43750	4.5%
o	31381	3.2%
Other values (14)	144160	14.8%

Common

Value	Count	Frequency (%)
	80696	76.9%
/	24219	23.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1076870	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	138157	12.8%
O	104915	9.7%
T	104915	9.7%
e	100087	9.3%
i	93778	8.7%
l	81439	7.6%
A	80933	7.5%
	80696	7.5%
f	48440	4.5%
r	43750	4.1%
Other values (16)	199760	18.6%

distribution_channel
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

TA/TO	97870
Direct	14645
Corporate	6677
GDS	193
Undefined	5

Length

Max length	9
Median length	5
Mean length	5.3433035
Min length	3

Characters and Unicode

Total characters	637937
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Direct
2nd row	Direct
3rd row	Direct
4th row	Corporate
5th row	TA/TO

Common Values

Value	Count	Frequency (%)
TA/TO	97870	82.0%
Direct	14645	12.3%
Corporate	6677	5.6%
GDS	193	0.2%
Undefined	5	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta/to	97870	82.0%
direct	14645	12.3%
corporate	6677	5.6%
gds	193	0.2%
undefined	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
T	195740	30.7%
/	97870	15.3%
O	97870	15.3%
A	97870	15.3%
r	27999	4.4%
e	21332	3.3%
t	21322	3.3%
D	14838	2.3%
i	14650	2.3%
c	14645	2.3%
Other values (10)	33801	5.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	413386	64.8%
Lowercase Letter	126681	19.9%
Other Punctuation	97870	15.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	27999	22.1%
e	21332	16.8%
t	21322	16.8%
i	14650	11.6%
c	14645	11.6%
o	13354	10.5%
a	6677	5.3%
p	6677	5.3%
n	10	< 0.1%
d	10	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
T	195740	47.4%
O	97870	23.7%
A	97870	23.7%
D	14838	3.6%
C	6677	1.6%
G	193	< 0.1%
S	193	< 0.1%
U	5	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
/	97870	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	540067	84.7%
Common	97870	15.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	195740	36.2%
O	97870	18.1%
A	97870	18.1%
r	27999	5.2%
e	21332	3.9%
t	21322	3.9%
D	14838	2.7%
i	14650	2.7%
c	14645	2.7%
o	13354	2.5%
Other values (9)	20447	3.8%

Common

Value	Count	Frequency (%)
/	97870	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	637937	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	195740	30.7%
/	97870	15.3%
O	97870	15.3%
A	97870	15.3%
r	27999	4.4%
e	21332	3.3%
t	21322	3.3%
D	14838	2.3%
i	14650	2.3%
c	14645	2.3%
Other values (10)	33801	5.3%

is_repeated_guest
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

0	115580
1	3810

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	119390
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	115580	96.8%
1	3810	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	115580	96.8%
1	3810	3.2%

Most occurring characters

Value	Count	Frequency (%)
0	115580	96.8%
1	3810	3.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	119390	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	115580	96.8%
1	3810	3.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	119390	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	115580	96.8%
1	3810	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119390	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	115580	96.8%
1	3810	3.2%

previous_cancellations
Real number (ℝ)

SKEWED ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.087117849

Minimum	0
Maximum	26
Zeros	112906
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	26
Range	26
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.84433638
Coefficient of variation (CV)	9.6918874
Kurtosis	674.07369
Mean	0.087117849
Median Absolute Deviation (MAD)	0
Skewness	24.458049
Sum	10401
Variance	0.71290393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	112906	94.6%
1	6051	5.1%
2	116	0.1%
3	65	0.1%
24	48	< 0.1%
11	35	< 0.1%
4	31	< 0.1%
26	26	< 0.1%
25	25	< 0.1%
6	22	< 0.1%
Other values (5)	65	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	112906	94.6%
1	6051	5.1%
2	116	0.1%
3	65	0.1%
4	31	< 0.1%
5	19	< 0.1%
6	22	< 0.1%
11	35	< 0.1%
13	12	< 0.1%
14	14	< 0.1%

Value	Count	Frequency (%)
26	26	< 0.1%
25	25	< 0.1%
24	48	< 0.1%
21	1	< 0.1%
19	19	< 0.1%
14	14	< 0.1%
13	12	< 0.1%
11	35	< 0.1%
6	22	< 0.1%
5	19	< 0.1%

previous_bookings_not_canceled
Real number (ℝ)

SKEWED ZEROS

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13709691

Minimum	0
Maximum	72
Zeros	115770
Zeros (%)	97.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	72
Range	72
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.4974368
Coefficient of variation (CV)	10.92247
Kurtosis	767.24521
Mean	0.13709691
Median Absolute Deviation (MAD)	0
Skewness	23.5398
Sum	16368
Variance	2.2423171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115770	97.0%
1	1542	1.3%
2	580	0.5%
3	333	0.3%
4	229	0.2%
5	181	0.2%
6	115	0.1%
7	88	0.1%
8	70	0.1%
9	60	0.1%
Other values (63)	422	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115770	97.0%
1	1542	1.3%
2	580	0.5%
3	333	0.3%
4	229	0.2%
5	181	0.2%
6	115	0.1%
7	88	0.1%
8	70	0.1%
9	60	0.1%

Value	Count	Frequency (%)
72	1	< 0.1%
71	1	< 0.1%
70	1	< 0.1%
69	1	< 0.1%
68	1	< 0.1%
67	1	< 0.1%
66	1	< 0.1%
65	1	< 0.1%
64	1	< 0.1%
63	1	< 0.1%

reserved_room_type
Categorical

HIGH CORRELATION IMBALANCE

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

A	85994
D	19201
E	6535
F	2897
G	2094
Other values (5)	2669

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	119390
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C
2nd row	C
3rd row	A
4th row	A
5th row	A

Common Values

Value	Count	Frequency (%)
A	85994	72.0%
D	19201	16.1%
E	6535	5.5%
F	2897	2.4%
G	2094	1.8%
B	1118	0.9%
C	932	0.8%
H	601	0.5%
P	12	< 0.1%
L	6	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	85994	72.0%
d	19201	16.1%
e	6535	5.5%
f	2897	2.4%
g	2094	1.8%
b	1118	0.9%
c	932	0.8%
h	601	0.5%
p	12	< 0.1%
l	6	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	85994	72.0%
D	19201	16.1%
E	6535	5.5%
F	2897	2.4%
G	2094	1.8%
B	1118	0.9%
C	932	0.8%
H	601	0.5%
P	12	< 0.1%
L	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	119390	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	85994	72.0%
D	19201	16.1%
E	6535	5.5%
F	2897	2.4%
G	2094	1.8%
B	1118	0.9%
C	932	0.8%
H	601	0.5%
P	12	< 0.1%
L	6	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	119390	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	85994	72.0%
D	19201	16.1%
E	6535	5.5%
F	2897	2.4%
G	2094	1.8%
B	1118	0.9%
C	932	0.8%
H	601	0.5%
P	12	< 0.1%
L	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119390	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	85994	72.0%
D	19201	16.1%
E	6535	5.5%
F	2897	2.4%
G	2094	1.8%
B	1118	0.9%
C	932	0.8%
H	601	0.5%
P	12	< 0.1%
L	6	< 0.1%

assigned_room_type
Categorical

HIGH CORRELATION IMBALANCE

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

A	74053
D	25322
E	7806
F	3751
G	2553
Other values (7)	5905

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	119390
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	C
2nd row	C
3rd row	C
4th row	A
5th row	A

Common Values

Value	Count	Frequency (%)
A	74053	62.0%
D	25322	21.2%
E	7806	6.5%
F	3751	3.1%
G	2553	2.1%
C	2375	2.0%
B	2163	1.8%
H	712	0.6%
I	363	0.3%
K	279	0.2%
Other values (2)	13	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a	74053	62.0%
d	25322	21.2%
e	7806	6.5%
f	3751	3.1%
g	2553	2.1%
c	2375	2.0%
b	2163	1.8%
h	712	0.6%
i	363	0.3%
k	279	0.2%
Other values (2)	13	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	74053	62.0%
D	25322	21.2%
E	7806	6.5%
F	3751	3.1%
G	2553	2.1%
C	2375	2.0%
B	2163	1.8%
H	712	0.6%
I	363	0.3%
K	279	0.2%
Other values (2)	13	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	119390	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	74053	62.0%
D	25322	21.2%
E	7806	6.5%
F	3751	3.1%
G	2553	2.1%
C	2375	2.0%
B	2163	1.8%
H	712	0.6%
I	363	0.3%
K	279	0.2%
Other values (2)	13	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	119390	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	74053	62.0%
D	25322	21.2%
E	7806	6.5%
F	3751	3.1%
G	2553	2.1%
C	2375	2.0%
B	2163	1.8%
H	712	0.6%
I	363	0.3%
K	279	0.2%
Other values (2)	13	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119390	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	74053	62.0%
D	25322	21.2%
E	7806	6.5%
F	3751	3.1%
G	2553	2.1%
C	2375	2.0%
B	2163	1.8%
H	712	0.6%
I	363	0.3%
K	279	0.2%
Other values (2)	13	< 0.1%

booking_changes
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22112405

Minimum	0
Maximum	21
Zeros	101314
Zeros (%)	84.9%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	21
Range	21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.65230557
Coefficient of variation (CV)	2.9499531
Kurtosis	79.393605
Mean	0.22112405
Median Absolute Deviation (MAD)	0
Skewness	6.0002701
Sum	26400
Variance	0.42550256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	101314	84.9%
1	12701	10.6%
2	3805	3.2%
3	927	0.8%
4	376	0.3%
5	118	0.1%
6	63	0.1%
7	31	< 0.1%
8	17	< 0.1%
9	8	< 0.1%
Other values (11)	30	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	101314	84.9%
1	12701	10.6%
2	3805	3.2%
3	927	0.8%
4	376	0.3%
5	118	0.1%
6	63	0.1%
7	31	< 0.1%
8	17	< 0.1%
9	8	< 0.1%

Value	Count	Frequency (%)
21	1	< 0.1%
20	1	< 0.1%
18	1	< 0.1%
17	2	< 0.1%
16	2	< 0.1%
15	3	< 0.1%
14	5	< 0.1%
13	5	< 0.1%
12	2	< 0.1%
11	2	< 0.1%

deposit_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

No Deposit	104641
Non Refund	14587
Refundable	162

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	1193900
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No Deposit
2nd row	No Deposit
3rd row	No Deposit
4th row	No Deposit
5th row	No Deposit

Common Values

Value	Count	Frequency (%)
No Deposit	104641	87.6%
Non Refund	14587	12.2%
Refundable	162	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	104641	43.9%
deposit	104641	43.9%
non	14587	6.1%
refund	14587	6.1%
refundable	162	0.1%

Most occurring characters

Value	Count	Frequency (%)
o	223869	18.8%
e	119552	10.0%
N	119228	10.0%
	119228	10.0%
s	104641	8.8%
i	104641	8.8%
t	104641	8.8%
p	104641	8.8%
D	104641	8.8%
n	29336	2.5%
Other values (7)	59482	5.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	836054	70.0%
Uppercase Letter	238618	20.0%
Space Separator	119228	10.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	223869	26.8%
e	119552	14.3%
s	104641	12.5%
i	104641	12.5%
t	104641	12.5%
p	104641	12.5%
n	29336	3.5%
f	14749	1.8%
u	14749	1.8%
d	14749	1.8%
Other values (3)	486	0.1%

Uppercase Letter

Value	Count	Frequency (%)
N	119228	50.0%
D	104641	43.9%
R	14749	6.2%

Space Separator

Value	Count	Frequency (%)
	119228	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1074672	90.0%
Common	119228	10.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	223869	20.8%
e	119552	11.1%
N	119228	11.1%
s	104641	9.7%
i	104641	9.7%
t	104641	9.7%
p	104641	9.7%
D	104641	9.7%
n	29336	2.7%
R	14749	1.4%
Other values (6)	44733	4.2%

Common

Value	Count	Frequency (%)
	119228	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1193900	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	223869	18.8%
e	119552	10.0%
N	119228	10.0%
	119228	10.0%
s	104641	8.8%
i	104641	8.8%
t	104641	8.8%
p	104641	8.8%
D	104641	8.8%
n	29336	2.5%
Other values (7)	59482	5.0%

agent
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	333
Distinct (%)	0.3%
Missing	16340
Missing (%)	13.7%
Infinite	0
Infinite (%)	0.0%
Mean	86.693382

Minimum	1
Maximum	535
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9
median	14
Q3	229
95-th percentile	250
Maximum	535
Range	534
Interquartile range (IQR)	220

Descriptive statistics

Standard deviation	110.77455
Coefficient of variation (CV)	1.277774
Kurtosis	-0.0071795649
Mean	86.693382
Median Absolute Deviation (MAD)	13
Skewness	1.0893856
Sum	8933753
Variance	12271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	31961	26.8%
240	13922	11.7%
1	7191	6.0%
14	3640	3.0%
7	3539	3.0%
6	3290	2.8%
250	2870	2.4%
241	1721	1.4%
28	1666	1.4%
8	1514	1.3%
Other values (323)	31736	26.6%
(Missing)	16340	13.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7191	6.0%
2	162	0.1%
3	1336	1.1%
4	47	< 0.1%
5	330	0.3%
6	3290	2.8%
7	3539	3.0%
8	1514	1.3%
9	31961	26.8%
10	260	0.2%

Value	Count	Frequency (%)
535	3	< 0.1%
531	68	0.1%
527	35	< 0.1%
526	10	< 0.1%
510	2	< 0.1%
509	10	< 0.1%
508	6	< 0.1%
502	24	< 0.1%
497	1	< 0.1%
495	57	< 0.1%

days_in_waiting_list
Real number (ℝ)

Distinct	128
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3211492

Minimum	0
Maximum	391
Zeros	115692
Zeros (%)	96.9%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	391
Range	391
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	17.594721
Coefficient of variation (CV)	7.5801767
Kurtosis	186.79307
Mean	2.3211492
Median Absolute Deviation (MAD)	0
Skewness	11.944353
Sum	277122
Variance	309.5742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115692	96.9%
39	227	0.2%
58	164	0.1%
44	141	0.1%
31	127	0.1%
35	96	0.1%
46	94	0.1%
69	89	0.1%
63	83	0.1%
87	80	0.1%
Other values (118)	2597	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115692	96.9%
1	12	< 0.1%
2	5	< 0.1%
3	59	< 0.1%
4	25	< 0.1%
5	8	< 0.1%
6	16	< 0.1%
7	4	< 0.1%
8	7	< 0.1%
9	16	< 0.1%

Value	Count	Frequency (%)
391	45	< 0.1%
379	15	< 0.1%
330	15	< 0.1%
259	10	< 0.1%
236	35	< 0.1%
224	10	< 0.1%
223	61	0.1%
215	21	< 0.1%
207	15	< 0.1%
193	1	< 0.1%

customer_type
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

Transient	89613
Transient-Party	25124
Contract	4076
Group	577

Length

Max length	15
Median length	9
Mean length	10.209146
Min length	5

Characters and Unicode

Total characters	1218870
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Transient
2nd row	Transient
3rd row	Transient
4th row	Transient
5th row	Transient

Common Values

Value	Count	Frequency (%)
Transient	89613	75.1%
Transient-Party	25124	21.0%
Contract	4076	3.4%
Group	577	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
transient	89613	75.1%
transient-party	25124	21.0%
contract	4076	3.4%
group	577	0.5%

Most occurring characters

Value	Count	Frequency (%)
n	233550	19.2%
t	148013	12.1%
r	144514	11.9%
a	143937	11.8%
T	114737	9.4%
s	114737	9.4%
i	114737	9.4%
e	114737	9.4%
y	25124	2.1%
-	25124	2.1%
Other values (7)	39660	3.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1049232	86.1%
Uppercase Letter	144514	11.9%
Dash Punctuation	25124	2.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	233550	22.3%
t	148013	14.1%
r	144514	13.8%
a	143937	13.7%
s	114737	10.9%
i	114737	10.9%
e	114737	10.9%
y	25124	2.4%
o	4653	0.4%
c	4076	0.4%
Other values (2)	1154	0.1%

Uppercase Letter

Value	Count	Frequency (%)
T	114737	79.4%
P	25124	17.4%
C	4076	2.8%
G	577	0.4%

Dash Punctuation

Value	Count	Frequency (%)
-	25124	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1193746	97.9%
Common	25124	2.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	233550	19.6%
t	148013	12.4%
r	144514	12.1%
a	143937	12.1%
T	114737	9.6%
s	114737	9.6%
i	114737	9.6%
e	114737	9.6%
y	25124	2.1%
P	25124	2.1%
Other values (6)	14536	1.2%

Common

Value	Count	Frequency (%)
-	25124	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1218870	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	233550	19.2%
t	148013	12.1%
r	144514	11.9%
a	143937	11.8%
T	114737	9.4%
s	114737	9.4%
i	114737	9.4%
e	114737	9.4%
y	25124	2.1%
-	25124	2.1%
Other values (7)	39660	3.3%

adr
Real number (ℝ)

Distinct	8879
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101.83112

Minimum	-6.38
Maximum	5400
Zeros	1959
Zeros (%)	1.6%
Negative	1
Negative (%)	< 0.1%
Memory size	932.9 KiB

Quantile statistics

Minimum	-6.38
5-th percentile	38.4
Q1	69.29
median	94.575
Q3	126
95-th percentile	193.5
Maximum	5400
Range	5406.38
Interquartile range (IQR)	56.71

Descriptive statistics

Standard deviation	50.53579
Coefficient of variation (CV)	0.49627059
Kurtosis	1013.1899
Mean	101.83112
Median Absolute Deviation (MAD)	27.825
Skewness	10.530214
Sum	12157618
Variance	2553.8661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	3754	3.1%
75	2715	2.3%
90	2473	2.1%
65	2418	2.0%
0	1959	1.6%
80	1889	1.6%
95	1661	1.4%
120	1607	1.3%
100	1573	1.3%
85	1538	1.3%
Other values (8869)	97803	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.38	1	< 0.1%
0	1959	1.6%
0.26	1	< 0.1%
0.5	1	< 0.1%
1	15	< 0.1%
1.29	1	< 0.1%
1.48	1	< 0.1%
1.56	2	< 0.1%
1.6	1	< 0.1%
1.8	1	< 0.1%

Value	Count	Frequency (%)
5400	1	< 0.1%
510	1	< 0.1%
508	1	< 0.1%
451.5	1	< 0.1%
450	1	< 0.1%
437	1	< 0.1%
426.25	1	< 0.1%
402	1	< 0.1%
397.38	1	< 0.1%
392	2	< 0.1%

required_car_parking_spaces
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

0	111974
1	7383
2	28
3	3
8	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	119390
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	111974	93.8%
1	7383	6.2%
2	28	< 0.1%
3	3	< 0.1%
8	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	111974	93.8%
1	7383	6.2%
2	28	< 0.1%
3	3	< 0.1%
8	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	111974	93.8%
1	7383	6.2%
2	28	< 0.1%
3	3	< 0.1%
8	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	119390	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	111974	93.8%
1	7383	6.2%
2	28	< 0.1%
3	3	< 0.1%
8	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	119390	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	111974	93.8%
1	7383	6.2%
2	28	< 0.1%
3	3	< 0.1%
8	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119390	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	111974	93.8%
1	7383	6.2%
2	28	< 0.1%
3	3	< 0.1%
8	2	< 0.1%

total_of_special_requests
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57136276

Minimum	0
Maximum	5
Zeros	70318
Zeros (%)	58.9%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.79279842
Coefficient of variation (CV)	1.387557
Kurtosis	1.4925648
Mean	0.57136276
Median Absolute Deviation (MAD)	0
Skewness	1.3491894
Sum	68215
Variance	0.62852934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	70318	58.9%
1	33226	27.8%
2	12969	10.9%
3	2497	2.1%
4	340	0.3%
5	40	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70318	58.9%
1	33226	27.8%
2	12969	10.9%
3	2497	2.1%
4	340	0.3%
5	40	< 0.1%

Value	Count	Frequency (%)
5	40	< 0.1%
4	340	0.3%
3	2497	2.1%
2	12969	10.9%
1	33226	27.8%
0	70318	58.9%

reservation_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

Check-Out	75166
Canceled	43017
No-Show	1207

Length

Max length	9
Median length	9
Mean length	8.619474
Min length	7

Characters and Unicode

Total characters	1029079
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Check-Out
2nd row	Check-Out
3rd row	Check-Out
4th row	Check-Out
5th row	Check-Out

Common Values

Value	Count	Frequency (%)
Check-Out	75166	63.0%
Canceled	43017	36.0%
No-Show	1207	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
check-out	75166	63.0%
canceled	43017	36.0%
no-show	1207	1.0%

Most occurring characters

Value	Count	Frequency (%)
e	161200	15.7%
C	118183	11.5%
c	118183	11.5%
h	76373	7.4%
-	76373	7.4%
u	75166	7.3%
t	75166	7.3%
O	75166	7.3%
k	75166	7.3%
a	43017	4.2%
Other values (7)	135086	13.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	756943	73.6%
Uppercase Letter	195763	19.0%
Dash Punctuation	76373	7.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	161200	21.3%
c	118183	15.6%
h	76373	10.1%
u	75166	9.9%
t	75166	9.9%
k	75166	9.9%
a	43017	5.7%
n	43017	5.7%
l	43017	5.7%
d	43017	5.7%
Other values (2)	3621	0.5%

Uppercase Letter

Value	Count	Frequency (%)
C	118183	60.4%
O	75166	38.4%
N	1207	0.6%
S	1207	0.6%

Dash Punctuation

Value	Count	Frequency (%)
-	76373	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	952706	92.6%
Common	76373	7.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	161200	16.9%
C	118183	12.4%
c	118183	12.4%
h	76373	8.0%
u	75166	7.9%
t	75166	7.9%
O	75166	7.9%
k	75166	7.9%
a	43017	4.5%
n	43017	4.5%
Other values (6)	92069	9.7%

Common

Value	Count	Frequency (%)
-	76373	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1029079	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	161200	15.7%
C	118183	11.5%
c	118183	11.5%
h	76373	7.4%
-	76373	7.4%
u	75166	7.3%
t	75166	7.3%
O	75166	7.3%
k	75166	7.3%
a	43017	4.2%
Other values (7)	135086	13.1%

reservation_status_date
Categorical

Distinct	926
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

10/21/2015	1461
7/6/2015	805
11/25/2016	790
1/1/2015	763
1/18/2016	625
Other values (921)	114946

Length

Max length	10
Median length	9
Mean length	8.9224893
Min length	8

Characters and Unicode

Total characters	1065256
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	28 ?
Unique (%)	< 0.1%

Sample

1st row	7/1/2015
2nd row	7/1/2015
3rd row	7/2/2015
4th row	7/2/2015
5th row	7/3/2015

Common Values

Value	Count	Frequency (%)
10/21/2015	1461	1.2%
7/6/2015	805	0.7%
11/25/2016	790	0.7%
1/1/2015	763	0.6%
1/18/2016	625	0.5%
7/2/2015	469	0.4%
12/7/2016	450	0.4%
12/18/2015	423	0.4%
2/9/2016	412	0.3%
4/4/2016	382	0.3%
Other values (916)	112810	94.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
10/21/2015	1461	1.2%
7/6/2015	805	0.7%
11/25/2016	790	0.7%
1/1/2015	763	0.6%
1/18/2016	625	0.5%
7/2/2015	469	0.4%
12/7/2016	450	0.4%
12/18/2015	423	0.4%
2/9/2016	412	0.3%
4/4/2016	382	0.3%
Other values (916)	112810	94.5%

Most occurring characters

Value	Count	Frequency (%)
/	238780	22.4%
1	218578	20.5%
2	187927	17.6%
0	141411	13.3%
6	79165	7.4%
7	60096	5.6%
5	46838	4.4%
3	26867	2.5%
8	23119	2.2%
9	21359	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	826476	77.6%
Other Punctuation	238780	22.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	218578	26.4%
2	187927	22.7%
0	141411	17.1%
6	79165	9.6%
7	60096	7.3%
5	46838	5.7%
3	26867	3.3%
8	23119	2.8%
9	21359	2.6%
4	21116	2.6%

Other Punctuation

Value	Count	Frequency (%)
/	238780	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1065256	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
/	238780	22.4%
1	218578	20.5%
2	187927	17.6%
0	141411	13.3%
6	79165	7.4%
7	60096	5.6%
5	46838	4.4%
3	26867	2.5%
8	23119	2.2%
9	21359	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1065256	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
/	238780	22.4%
1	218578	20.5%
2	187927	17.6%
0	141411	13.3%
6	79165	7.4%
7	60096	5.6%
5	46838	4.4%
3	26867	2.5%
8	23119	2.2%
9	21359	2.0%

MO_YR
Categorical

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	932.9 KiB

10-2015	5742
3-2016	5319
1-2017	5251
10-2016	5221
4-2016	5214
Other values (30)	92643

Length

Max length	7
Median length	6
Mean length	6.223151
Min length	6

Characters and Unicode

Total characters	742982
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	7-2015
2nd row	7-2015
3rd row	7-2015
4th row	7-2015
5th row	7-2015

Common Values

Value	Count	Frequency (%)
10-2015	5742	4.8%
3-2016	5319	4.5%
1-2017	5251	4.4%
10-2016	5221	4.4%
4-2016	5214	4.4%
5-2016	5023	4.2%
11-2016	5021	4.2%
5-2017	5006	4.2%
9-2016	4993	4.2%
2-2017	4858	4.1%
Other values (25)	67742	56.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
10-2015	5742	4.8%
3-2016	5319	4.5%
1-2017	5251	4.4%
10-2016	5221	4.4%
4-2016	5214	4.4%
5-2016	5023	4.2%
11-2016	5021	4.2%
5-2017	5006	4.2%
9-2016	4993	4.2%
2-2017	4858	4.1%
Other values (25)	67742	56.7%

Most occurring characters

Value	Count	Frequency (%)
1	164812	22.2%
2	136288	18.3%
0	130533	17.6%
-	119390	16.1%
6	67075	9.0%
7	48589	6.5%
5	35233	4.7%
8	11249	1.5%
3	10230	1.4%
4	10180	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	623592	83.9%
Dash Punctuation	119390	16.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	164812	26.4%
2	136288	21.9%
0	130533	20.9%
6	67075	10.8%
7	48589	7.8%
5	35233	5.7%
8	11249	1.8%
3	10230	1.6%
4	10180	1.6%
9	9403	1.5%

Dash Punctuation

Value	Count	Frequency (%)
-	119390	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	742982	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	164812	22.2%
2	136288	18.3%
0	130533	17.6%
-	119390	16.1%
6	67075	9.0%
7	48589	6.5%
5	35233	4.7%
8	11249	1.5%
3	10230	1.4%
4	10180	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	742982	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	164812	22.2%
2	136288	18.3%
0	130533	17.6%
-	119390	16.1%
6	67075	9.0%
7	48589	6.5%
5	35233	4.7%
8	11249	1.5%
3	10230	1.4%
4	10180	1.4%

CPI_AVG
Real number (ℝ)

Distinct	33
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	240.78065

Minimum	234.747
Maximum	246.435
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	234.747
5-th percentile	237.336
Q1	238.033
median	240.545
Q3	243.892
95-th percentile	244.243
Maximum	246.435
Range	11.688
Interquartile range (IQR)	5.859

Descriptive statistics

Standard deviation	2.691831
Coefficient of variation (CV)	0.011179598
Kurtosis	-1.3880182
Mean	240.78065
Median Absolute Deviation (MAD)	2.784
Skewness	0.07235439
Sum	28703221
Variance	7.2459541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
237.733	5742	4.8%
238.08	5319	4.5%
243.618	5251	4.4%
241.741	5221	4.4%
238.992	5214	4.4%
239.557	5023	4.2%
242.026	5021	4.2%
244.004	5006	4.2%
241.176	4993	4.2%
244.006	4858	4.1%
Other values (23)	67561	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
234.747	948	0.8%
235.342	44	< 0.1%
235.976	85	0.1%
236.222	151	0.1%
237.001	275	0.2%
237.336	4596	3.8%
237.498	4017	3.4%
237.652	4482	3.8%
237.657	666	0.6%
237.733	5742	4.8%

Value	Count	Frequency (%)
246.435	393	0.3%
245.183	3417	2.9%
244.243	4038	3.4%
244.193	4634	3.9%
244.163	4060	3.4%
244.006	4858	4.1%
244.004	5006	4.2%
243.892	4826	4.0%
243.618	5251	4.4%
242.637	4338	3.6%

INFLATION
Real number (ℝ)

Distinct	8
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.0439883

Minimum	1.6
Maximum	2.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	1.6
5-th percentile	1.7
Q1	1.9
median	2.1
Q3	2.2
95-th percentile	2.3
Maximum	2.3
Range	0.7
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.20338831
Coefficient of variation (CV)	0.099505616
Kurtosis	-1.0559743
Mean	2.0439883
Median Absolute Deviation (MAD)	0.1
Skewness	-0.54942414
Sum	243661.8
Variance	0.041366806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2.2	38018	31.8%
2.1	18518	15.5%
1.7	17233	14.4%
2.3	14432	12.1%
1.9	14393	12.1%
2	7903	6.6%
1.8	7764	6.5%
1.6	948	0.8%
(Missing)	181	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.6	948	0.8%
1.7	17233	14.4%
1.8	7764	6.5%
1.9	14393	12.1%
2	7903	6.6%
2.1	18518	15.5%
2.2	38018	31.8%
2.3	14432	12.1%

Value	Count	Frequency (%)
2.3	14432	12.1%
2.2	38018	31.8%
2.1	18518	15.5%
2	7903	6.6%
1.9	14393	12.1%
1.8	7764	6.5%
1.7	17233	14.4%
1.6	948	0.8%

INFLATION_CHG
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Memory size	932.9 KiB

0.1	40174
0.0	38689
-0.1	30514
-0.2	9832

Length

Max length	4
Median length	3
Mean length	3.3384476
Min length	3

Characters and Unicode

Total characters	397973
Distinct characters	5
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.1	40174	33.6%
0.0	38689	32.4%
-0.1	30514	25.6%
-0.2	9832	8.2%
(Missing)	181	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.1	70688	59.3%
0.0	38689	32.5%
0.2	9832	8.2%

Most occurring characters

Value	Count	Frequency (%)
0	157898	39.7%
.	119209	30.0%
1	70688	17.8%
-	40346	10.1%
2	9832	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	238418	59.9%
Other Punctuation	119209	30.0%
Dash Punctuation	40346	10.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	157898	66.2%
1	70688	29.6%
2	9832	4.1%

Other Punctuation

Value	Count	Frequency (%)
.	119209	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	40346	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	397973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	157898	39.7%
.	119209	30.0%
1	70688	17.8%
-	40346	10.1%
2	9832	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	397973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	157898	39.7%
.	119209	30.0%
1	70688	17.8%
-	40346	10.1%
2	9832	2.5%

CSMR_SENT
Real number (ℝ)

Distinct	31
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	93.093092

Minimum	87.2
Maximum	98.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	87.2
5-th percentile	87.2
Q1	91
median	93.1
Q3	96.3
95-th percentile	98.2
Maximum	98.5
Range	11.3
Interquartile range (IQR)	5.3

Descriptive statistics

Standard deviation	3.272362
Coefficient of variation (CV)	0.035151501
Kurtosis	-1.0209587
Mean	93.093092
Median Absolute Deviation (MAD)	3.1
Skewness	-0.0095403689
Sum	11097534
Variance	10.708353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
90	10195	8.5%
87.2	9238	7.7%
91	5319	4.5%
98.5	5251	4.4%
89	5214	4.4%
94.7	5023	4.2%
93.8	5021	4.2%
97.1	5006	4.2%
91.2	4993	4.2%
96.3	4858	4.1%
Other values (21)	59091	49.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
87.2	9238	7.7%
89	5214	4.4%
89.8	4585	3.8%
90	10195	8.5%
90.7	275	0.2%
91	5319	4.5%
91.2	4993	4.2%
91.3	3077	2.6%
91.7	4596	3.8%
91.9	3247	2.7%

Value	Count	Frequency (%)
98.5	5251	4.4%
98.2	4338	3.6%
98.1	948	0.8%
97.1	5006	4.2%
97	4634	3.9%
96.9	4826	4.0%
96.8	3417	2.9%
96.3	4858	4.1%
96.1	666	0.6%
95.9	151	0.1%

UNRATE
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.8279677

Minimum	4.3
Maximum	5.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	4.3
5-th percentile	4.3
Q1	4.7
median	4.9
Q3	5
95-th percentile	5.2
Maximum	5.7
Range	1.4
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.279105
Coefficient of variation (CV)	0.057810039
Kurtosis	-0.15225667
Mean	4.8279677
Median Absolute Deviation (MAD)	0.2
Skewness	-0.19018045
Sum	575537.2
Variance	0.077899602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
5	23736	19.9%
4.9	19786	16.6%
4.7	14447	12.1%
4.4	14093	11.8%
4.8	13733	11.5%
5.1	12102	10.1%
4.3	7455	6.2%
4.6	4826	4.0%
5.3	3615	3.0%
5.2	3247	2.7%
Other values (4)	2169	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.3	7455	6.2%
4.4	14093	11.8%
4.6	4826	4.0%
4.7	14447	12.1%
4.8	13733	11.5%
4.9	19786	16.6%
5	23736	19.9%
5.1	12102	10.1%
5.2	3247	2.7%
5.3	3615	3.0%

Value	Count	Frequency (%)
5.7	44	< 0.1%
5.6	1614	1.4%
5.5	85	0.1%
5.4	426	0.4%
5.3	3615	3.0%
5.2	3247	2.7%
5.1	12102	10.1%
5	23736	19.9%
4.9	19786	16.6%
4.8	13733	11.5%

INTRSRT
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Memory size	932.9 KiB

1.0	56521
0.75	21867
1.5	14466
1.25	14447
1.75	11908

Length

Max length	4
Median length	3
Mean length	3.4045164
Min length	3

Characters and Unicode

Total characters	405849
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.75
2nd row	0.75
3rd row	0.75
4th row	0.75
5th row	0.75

Common Values

Value	Count	Frequency (%)
1.0	56521	47.3%
0.75	21867	18.3%
1.5	14466	12.1%
1.25	14447	12.1%
1.75	11908	10.0%
(Missing)	181	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	56521	47.4%
0.75	21867	18.3%
1.5	14466	12.1%
1.25	14447	12.1%
1.75	11908	10.0%

Most occurring characters

Value	Count	Frequency (%)
.	119209	29.4%
1	97342	24.0%
0	78388	19.3%
5	62688	15.4%
7	33775	8.3%
2	14447	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	286640	70.6%
Other Punctuation	119209	29.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	97342	34.0%
0	78388	27.3%
5	62688	21.9%
7	33775	11.8%
2	14447	5.0%

Other Punctuation

Value	Count	Frequency (%)
.	119209	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	405849	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	119209	29.4%
1	97342	24.0%
0	78388	19.3%
5	62688	15.4%
7	33775	8.3%
2	14447	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	405849	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	119209	29.4%
1	97342	24.0%
0	78388	19.3%
5	62688	15.4%
7	33775	8.3%
2	14447	3.6%

GDP
Real number (ℝ)

Distinct	11
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	18796.313

Minimum	17991.348
Maximum	19561.896
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	17991.348
5-th percentile	18306.96
Q1	18425.306
median	18775.459
Q3	19148.194
95-th percentile	19561.896
Maximum	19561.896
Range	1570.548
Interquartile range (IQR)	722.888

Descriptive statistics

Standard deviation	401.00869
Coefficient of variation (CV)	0.021334434
Kurtosis	-1.081704
Mean	18796.313
Median Absolute Deviation (MAD)	372.735
Skewness	0.25386092
Sum	2.2406897 × 10⁹
Variance	160807.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
19148.194	14935	12.5%
18611.617	14789	12.4%
18968.041	14580	12.2%
18425.306	14397	12.1%
18775.459	14031	11.8%
19304.506	13700	11.5%
18332.079	11881	10.0%
18306.96	10879	9.1%
19561.896	7848	6.6%
18193.707	1092	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17991.348	1077	0.9%
18193.707	1092	0.9%
18306.96	10879	9.1%
18332.079	11881	10.0%
18425.306	14397	12.1%
18611.617	14789	12.4%
18775.459	14031	11.8%
18968.041	14580	12.2%
19148.194	14935	12.5%
19304.506	13700	11.5%

Value	Count	Frequency (%)
19561.896	7848	6.6%
19304.506	13700	11.5%
19148.194	14935	12.5%
18968.041	14580	12.2%
18775.459	14031	11.8%
18611.617	14789	12.4%
18425.306	14397	12.1%
18332.079	11881	10.0%
18306.96	10879	9.1%
18193.707	1092	0.9%

FUEL_PRCS
Real number (ℝ)

Distinct	33
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	157.64872

Minimum	113.4
Maximum	204.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	113.4
5-th percentile	119.2
Q1	149.8
median	161.1
Q3	171.5
95-th percentile	189.2
Maximum	204.2
Range	90.8
Interquartile range (IQR)	21.7

Descriptive statistics

Standard deviation	21.373932
Coefficient of variation (CV)	0.13557948
Kurtosis	-0.27716217
Mean	157.64872
Median Absolute Deviation (MAD)	11.3
Skewness	-0.52151258
Sum	18793147
Variance	456.84499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
173.5	5742	4.8%
119.4	5319	4.5%
161.1	5251	4.4%
159.7	5221	4.4%
123.6	5214	4.4%
144.4	5023	4.2%
157	5021	4.2%
173.6	5006	4.2%
163.1	4993	4.2%
163.5	4858	4.1%
Other values (23)	67561	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
113.4	4596	3.8%
119.2	4482	3.8%
119.4	5319	4.5%
123.6	5214	4.4%
130.8	3062	2.6%
144.4	5023	4.2%
149.8	4585	3.8%
155.4	4552	3.8%
157	5021	4.2%
157.6	4453	3.7%

Value	Count	Frequency (%)
204.2	393	0.3%
202.6	275	0.2%
198.7	666	0.6%
194	3615	3.0%
193.1	85	0.1%
191.5	44	< 0.1%
189.2	3247	2.7%
188.9	3417	2.9%
183.8	151	0.1%
182.6	948	0.8%

CPI_HOTELS
Real number (ℝ)

Distinct	33
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.17732386

Minimum	0.10705869
Maximum	0.23650356
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	0.10705869
5-th percentile	0.13233874
Q1	0.16567662
median	0.1835467
Q3	0.18982146
95-th percentile	0.20797522
Maximum	0.23650356
Range	0.12944488
Interquartile range (IQR)	0.024144836

Descriptive statistics

Standard deviation	0.023983805
Coefficient of variation (CV)	0.13525425
Kurtosis	1.3256709
Mean	0.17732386
Median Absolute Deviation (MAD)	0.013772336
Skewness	-0.66519423
Sum	21138.599
Variance	0.00057522291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0.189821457	5742	4.8%
0.185238802	5319	4.5%
0.165676621	5251	4.4%
0.189165278	5221	4.4%
0.176264825	5214	4.4%
0.198446697	5023	4.2%
0.163833402	5021	4.2%
0.163110904	5006	4.2%
0.187796703	4993	4.2%
0.165753625	4858	4.1%
Other values (23)	67561	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.107058689	4038	3.4%
0.132338735	4060	3.4%
0.138513378	3417	2.9%
0.150882526	4826	4.0%
0.151972037	393	0.3%
0.163110904	5006	4.2%
0.163833402	5021	4.2%
0.165676621	5251	4.4%
0.165753625	4858	4.1%
0.169333153	3062	2.6%

Value	Count	Frequency (%)
0.236503564	948	0.8%
0.23007677	44	< 0.1%
0.226075176	4552	3.8%
0.218614167	85	0.1%
0.216699359	151	0.1%
0.207975217	4585	3.8%
0.198446697	5023	4.2%
0.197319035	4596	3.8%
0.18998938	4482	3.8%
0.189821457	5742	4.8%

US_GINI
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Memory size	932.9 KiB

41.2	61412
41.1	57797

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	476836
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	41.2
2nd row	41.2
3rd row	41.2
4th row	41.2
5th row	41.2

Common Values

Value	Count	Frequency (%)
41.2	61412	51.4%
41.1	57797	48.4%
(Missing)	181	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
41.2	61412	51.5%
41.1	57797	48.5%

Most occurring characters

Value	Count	Frequency (%)
1	177006	37.1%
4	119209	25.0%
.	119209	25.0%
2	61412	12.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	357627	75.0%
Other Punctuation	119209	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	177006	49.5%
4	119209	33.3%
2	61412	17.2%

Other Punctuation

Value	Count	Frequency (%)
.	119209	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	476836	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	177006	37.1%
4	119209	25.0%
.	119209	25.0%
2	61412	12.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	476836	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	177006	37.1%
4	119209	25.0%
.	119209	25.0%
2	61412	12.9%

DIS_INC
Real number (ℝ)

Distinct	33
Distinct (%)	< 0.1%
Missing	181
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	41970.477

Minimum	41182
Maximum	42834
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	932.9 KiB

Quantile statistics

Minimum	41182
5-th percentile	41420
Q1	41680
median	41850
Q3	42274
95-th percentile	42806
Maximum	42834
Range	1652
Interquartile range (IQR)	594

Descriptive statistics

Standard deviation	426.73988
Coefficient of variation (CV)	0.01016762
Kurtosis	-0.57788585
Mean	41970.477
Median Absolute Deviation (MAD)	178
Skewness	0.66277146
Sum	5.0032586 × 10⁹
Variance	182106.93
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
41560	5742	4.8%
41829	5319	4.5%
42182	5251	4.4%
41884	5221	4.4%
41727	5214	4.4%
41680	5023	4.2%
41952	5021	4.2%
42742	5006	4.2%
41852	4993	4.2%
42274	4858	4.1%
Other values (23)	67561	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
41182	85	0.1%
41199	948	0.8%
41248	151	0.1%
41288	666	0.6%
41290	275	0.2%
41324	44	< 0.1%
41355	3615	3.0%
41420	3247	2.7%
41504	4017	3.4%
41526	3077	2.6%

Value	Count	Frequency (%)
42834	393	0.3%
42809	4038	3.4%
42806	3417	2.9%
42742	5006	4.2%
42724	4060	3.4%
42481	4634	3.9%
42428	4826	4.0%
42274	4858	4.1%
42182	5251	4.4%
42013	4338	3.6%

Auto

Heatmap
Table

	lead_time	arrival_date_week_number	arrival_date_day_of_month	stays_in_weekend_nights	stays_in_week_nights	adults	previous_cancellations	previous_bookings_not_canceled	booking_changes	agent	days_in_waiting_list	adr	total_of_special_requests	CPI_AVG	INFLATION	CSMR_SENT	UNRATE	GDP	FUEL_PRCS	CPI_HOTELS	DIS_INC	hotel	is_canceled	arrival_date_year	arrival_date_month	children	babies	meal	market_segment	distribution_channel	is_repeated_guest	reserved_room_type	assigned_room_type	deposit_type	customer_type	required_car_parking_spaces	reservation_status	MO_YR	INFLATION_CHG	INTRSRT	US_GINI
lead_time	1.000	0.113	0.008	0.162	0.296	0.192	0.171	-0.189	-0.008	-0.123	0.153	0.015	-0.074	0.005	-0.100	-0.018	0.031	-0.007	0.108	0.051	-0.040	0.094	0.281	0.104	0.132	0.028	0.007	0.089	0.170	0.116	0.134	0.048	0.062	0.273	0.122	0.057	0.207	0.174	0.092	0.120	0.083
arrival_date_week_number	0.113	1.000	0.061	0.026	0.026	0.026	0.087	-0.043	0.008	-0.057	-0.004	0.074	0.019	-0.158	-0.208	-0.323	0.307	-0.225	0.244	0.144	-0.286	0.067	0.066	0.424	0.801	0.062	0.014	0.080	0.081	0.064	0.075	0.042	0.028	0.095	0.106	0.017	0.061	0.579	0.440	0.429	0.142
arrival_date_day_of_month	0.008	0.061	1.000	-0.007	-0.016	0.002	-0.012	-0.001	0.012	0.005	0.032	0.027	0.003	0.015	0.002	-0.001	-0.009	0.020	-0.008	-0.007	0.019	0.026	0.021	0.044	0.058	0.010	0.005	0.039	0.033	0.028	0.017	0.010	0.009	0.054	0.032	0.008	0.023	0.069	0.025	0.036	0.025
stays_in_weekend_nights	0.162	0.026	-0.007	1.000	0.238	0.127	-0.055	-0.084	0.040	0.131	-0.075	0.051	0.079	0.054	-0.019	0.008	-0.038	0.046	0.031	-0.034	0.032	0.198	0.022	0.029	0.046	0.028	0.010	0.061	0.061	0.055	0.082	0.054	0.051	0.073	0.088	0.015	0.024	0.042	0.026	0.027	0.021
stays_in_week_nights	0.296	0.026	-0.016	0.238	1.000	0.153	-0.062	-0.119	0.064	0.170	0.012	0.094	0.076	0.048	-0.016	0.006	-0.037	0.044	0.032	-0.026	0.029	0.192	0.028	0.014	0.037	0.013	0.000	0.045	0.033	0.006	0.017	0.044	0.047	0.047	0.080	0.017	0.030	0.029	0.025	0.023	0.007
adults	0.192	0.026	0.002	0.127	0.153	1.000	-0.036	-0.210	-0.085	-0.056	-0.037	0.280	0.162	0.057	-0.031	0.006	-0.042	0.047	0.043	-0.013	0.027	0.014	0.013	0.015	0.010	0.000	0.000	0.000	0.008	0.008	0.000	0.003	0.000	0.000	0.089	0.000	0.008	0.049	0.006	0.009	0.008
previous_cancellations	0.171	0.087	-0.012	-0.055	-0.062	-0.036	1.000	0.102	-0.073	-0.168	0.116	-0.150	-0.129	-0.246	-0.182	0.013	0.288	-0.295	0.168	0.088	-0.281	0.050	0.044	0.052	0.032	0.000	0.000	0.088	0.054	0.051	0.185	0.006	0.008	0.051	0.009	0.000	0.031	0.226	0.026	0.037	0.035
previous_bookings_not_canceled	-0.189	-0.043	-0.001	-0.084	-0.119	-0.210	0.102	1.000	0.031	0.060	-0.019	-0.143	0.025	0.039	0.021	0.039	-0.044	0.045	-0.029	-0.038	0.052	0.017	0.041	0.025	0.017	0.002	0.000	0.014	0.097	0.108	0.320	0.003	0.003	0.013	0.014	0.019	0.029	0.020	0.015	0.026	0.018
booking_changes	-0.008	0.008	0.012	0.040	0.064	-0.085	-0.073	0.031	1.000	0.091	-0.019	0.005	0.042	0.068	-0.013	0.004	-0.053	0.067	0.011	-0.036	0.056	0.040	0.048	0.016	0.010	0.018	0.017	0.011	0.020	0.027	0.000	0.014	0.051	0.029	0.028	0.016	0.034	0.019	0.002	0.019	0.002
agent	-0.123	-0.057	0.005	0.131	0.170	-0.056	-0.168	0.060	0.091	1.000	-0.019	-0.049	0.015	0.109	0.050	0.053	-0.111	0.125	-0.075	-0.096	0.130	0.817	0.086	0.091	0.083	0.058	0.026	0.185	0.222	0.209	0.076	0.143	0.133	0.119	0.125	0.131	0.064	0.106	0.073	0.084	0.071
days_in_waiting_list	0.153	-0.004	0.032	-0.075	0.012	-0.037	0.116	-0.019	-0.019	-0.019	1.000	-0.040	-0.123	-0.150	0.037	-0.072	0.116	-0.130	-0.088	0.086	-0.099	0.087	0.068	0.074	0.060	0.018	0.000	0.062	0.078	0.027	0.024	0.028	0.029	0.127	0.078	0.034	0.050	0.113	0.056	0.059	0.076
adr	0.015	0.074	0.027	0.051	0.094	0.280	-0.150	-0.143	0.005	-0.049	-0.040	1.000	0.196	0.291	-0.107	0.049	-0.253	0.285	0.142	-0.125	0.214	0.000	0.000	0.000	0.001	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.000
total_of_special_requests	-0.074	0.019	0.003	0.079	0.076	0.162	-0.129	0.025	0.042	0.015	-0.123	0.196	1.000	0.200	-0.048	0.053	-0.175	0.202	0.067	-0.120	0.178	0.046	0.265	0.091	0.053	0.061	0.060	0.062	0.210	0.070	0.040	0.075	0.066	0.220	0.097	0.044	0.189	0.122	0.060	0.099	0.040
CPI_AVG	0.005	-0.158	0.015	0.054	0.048	0.057	-0.246	0.039	0.068	0.109	-0.150	0.291	0.200	1.000	-0.224	0.590	-0.820	0.958	0.332	-0.708	0.863	0.056	0.230	0.788	0.369	0.053	0.006	0.094	0.123	0.038	0.048	0.059	0.047	0.224	0.222	0.024	0.164	1.000	0.610	0.708	0.837
INFLATION	-0.100	-0.208	0.002	-0.019	-0.016	-0.031	-0.182	0.021	-0.013	0.050	0.037	-0.107	-0.048	-0.224	1.000	-0.122	0.070	-0.137	-0.757	0.492	-0.128	0.061	0.200	0.703	0.378	0.041	0.009	0.089	0.113	0.047	0.050	0.052	0.042	0.170	0.234	0.017	0.144	1.000	0.576	0.700	0.812
CSMR_SENT	-0.018	-0.323	-0.001	0.008	0.006	0.006	0.013	0.039	0.004	0.053	-0.072	0.049	0.053	0.590	-0.122	1.000	-0.573	0.557	0.247	-0.545	0.559	0.063	0.196	0.616	0.407	0.031	0.008	0.080	0.074	0.029	0.044	0.044	0.038	0.164	0.089	0.015	0.143	1.000	0.679	0.639	0.563
UNRATE	0.031	0.307	-0.009	-0.038	-0.037	-0.042	0.288	-0.044	-0.053	-0.111	0.116	-0.253	-0.175	-0.820	0.070	-0.573	1.000	-0.878	-0.153	0.586	-0.890	0.037	0.246	0.779	0.354	0.042	0.014	0.109	0.116	0.045	0.059	0.052	0.049	0.177	0.188	0.021	0.178	1.000	0.519	0.719	0.743
GDP	-0.007	-0.225	0.020	0.046	0.044	0.047	-0.295	0.045	0.067	0.125	-0.130	0.285	0.202	0.958	-0.137	0.557	-0.878	1.000	0.190	-0.663	0.940	0.057	0.249	0.788	0.400	0.060	0.009	0.086	0.126	0.046	0.053	0.064	0.049	0.214	0.212	0.026	0.179	1.000	0.432	0.751	0.839
FUEL_PRCS	0.108	0.244	-0.008	0.031	0.032	0.043	0.168	-0.029	0.011	-0.075	-0.088	0.142	0.067	0.332	-0.757	0.247	-0.153	0.190	1.000	-0.438	0.129	0.059	0.123	0.601	0.403	0.042	0.010	0.082	0.066	0.035	0.041	0.034	0.032	0.104	0.133	0.014	0.090	1.000	0.561	0.572	0.836
CPI_HOTELS	0.051	0.144	-0.007	-0.034	-0.026	-0.013	0.088	-0.038	-0.036	-0.096	0.086	-0.125	-0.120	-0.708	0.492	-0.545	0.586	-0.663	-0.438	1.000	-0.713	0.059	0.171	0.619	0.405	0.049	0.006	0.087	0.077	0.040	0.044	0.041	0.032	0.126	0.111	0.018	0.122	1.000	0.564	0.680	0.622
DIS_INC	-0.040	-0.286	0.019	0.032	0.029	0.027	-0.281	0.052	0.056	0.130	-0.099	0.214	0.178	0.863	-0.128	0.559	-0.890	0.940	0.129	-0.713	1.000	0.027	0.237	0.859	0.415	0.039	0.007	0.102	0.112	0.046	0.050	0.056	0.048	0.177	0.188	0.023	0.171	1.000	0.560	0.904	0.898
hotel	0.094	0.067	0.026	0.198	0.192	0.014	0.050	0.017	0.040	0.817	0.087	0.000	0.046	0.056	0.061	0.063	0.037	0.057	0.059	0.059	0.027	1.000	0.136	0.043	0.070	0.046	0.049	0.317	0.147	0.187	0.050	0.323	0.391	0.177	0.052	0.221	0.136	0.099	0.016	0.009	0.015
is_canceled	0.281	0.066	0.021	0.022	0.028	0.013	0.044	0.041	0.048	0.086	0.068	0.000	0.265	0.230	0.200	0.196	0.246	0.249	0.123	0.171	0.237	0.136	1.000	0.026	0.070	0.028	0.034	0.050	0.267	0.177	0.085	0.073	0.203	0.481	0.136	0.197	1.000	0.296	0.101	0.182	0.000
arrival_date_year	0.104	0.424	0.044	0.029	0.014	0.015	0.052	0.025	0.016	0.091	0.074	0.000	0.091	0.788	0.703	0.616	0.779	0.788	0.601	0.619	0.859	0.043	0.026	1.000	0.429	0.044	0.009	0.112	0.159	0.027	0.010	0.082	0.053	0.052	0.213	0.018	0.023	0.912	0.381	0.873	0.860
arrival_date_month	0.132	0.801	0.058	0.046	0.037	0.010	0.032	0.017	0.010	0.083	0.060	0.001	0.053	0.369	0.378	0.407	0.354	0.400	0.403	0.405	0.415	0.070	0.070	0.429	1.000	0.069	0.016	0.089	0.088	0.069	0.075	0.045	0.027	0.101	0.103	0.018	0.065	0.641	0.492	0.445	0.145
children	0.028	0.062	0.010	0.028	0.013	0.000	0.000	0.002	0.018	0.058	0.018	0.000	0.061	0.053	0.041	0.031	0.042	0.060	0.042	0.049	0.039	0.046	0.028	0.044	0.069	1.000	0.025	0.037	0.100	0.043	0.035	0.357	0.304	0.073	0.061	0.030	0.028	0.072	0.019	0.044	0.017
babies	0.007	0.014	0.005	0.010	0.000	0.000	0.000	0.000	0.017	0.026	0.000	0.000	0.060	0.006	0.009	0.008	0.014	0.009	0.010	0.006	0.007	0.049	0.034	0.009	0.016	0.025	1.000	0.015	0.034	0.029	0.007	0.040	0.044	0.023	0.015	0.020	0.024	0.016	0.005	0.004	0.000
meal	0.089	0.080	0.039	0.061	0.045	0.000	0.088	0.014	0.011	0.185	0.062	0.000	0.062	0.094	0.089	0.080	0.109	0.086	0.082	0.087	0.102	0.317	0.050	0.112	0.089	0.037	0.015	1.000	0.191	0.077	0.060	0.103	0.116	0.093	0.139	0.027	0.040	0.140	0.066	0.092	0.049
market_segment	0.170	0.081	0.033	0.061	0.033	0.008	0.054	0.097	0.020	0.222	0.078	0.000	0.210	0.123	0.113	0.074	0.116	0.126	0.066	0.077	0.112	0.147	0.267	0.159	0.088	0.100	0.034	0.191	1.000	0.692	0.347	0.138	0.121	0.374	0.276	0.092	0.195	0.157	0.065	0.150	0.104
distribution_channel	0.116	0.064	0.028	0.055	0.006	0.008	0.051	0.108	0.027	0.209	0.027	0.000	0.070	0.038	0.047	0.029	0.045	0.046	0.035	0.040	0.046	0.187	0.177	0.027	0.069	0.043	0.029	0.077	0.692	1.000	0.297	0.100	0.095	0.091	0.079	0.076	0.129	0.069	0.017	0.028	0.015
is_repeated_guest	0.134	0.075	0.017	0.082	0.017	0.000	0.185	0.320	0.000	0.076	0.024	0.000	0.040	0.048	0.050	0.044	0.059	0.053	0.041	0.044	0.050	0.050	0.085	0.010	0.075	0.035	0.007	0.060	0.347	0.297	1.000	0.037	0.071	0.058	0.105	0.078	0.086	0.225	0.030	0.046	0.003
reserved_room_type	0.048	0.042	0.010	0.054	0.044	0.003	0.006	0.003	0.014	0.143	0.028	0.000	0.075	0.059	0.052	0.044	0.052	0.064	0.034	0.041	0.056	0.323	0.073	0.082	0.045	0.357	0.040	0.103	0.138	0.100	0.037	1.000	0.776	0.152	0.109	0.079	0.052	0.069	0.050	0.079	0.050
assigned_room_type	0.062	0.028	0.009	0.051	0.047	0.000	0.008	0.003	0.051	0.133	0.029	0.000	0.066	0.047	0.042	0.038	0.049	0.049	0.032	0.032	0.048	0.391	0.203	0.053	0.027	0.304	0.044	0.116	0.121	0.095	0.071	0.776	1.000	0.192	0.090	0.092	0.145	0.053	0.038	0.060	0.053
deposit_type	0.273	0.095	0.054	0.073	0.047	0.000	0.051	0.013	0.029	0.119	0.127	0.007	0.220	0.224	0.170	0.164	0.177	0.214	0.104	0.126	0.177	0.177	0.481	0.052	0.101	0.073	0.023	0.093	0.374	0.091	0.058	0.152	0.192	1.000	0.098	0.071	0.347	0.260	0.109	0.170	0.059
customer_type	0.122	0.106	0.032	0.088	0.080	0.089	0.009	0.014	0.028	0.125	0.078	0.000	0.097	0.222	0.234	0.089	0.188	0.212	0.133	0.111	0.188	0.052	0.136	0.213	0.103	0.061	0.015	0.139	0.276	0.079	0.105	0.109	0.090	0.098	1.000	0.041	0.097	0.266	0.051	0.159	0.126
required_car_parking_spaces	0.057	0.017	0.008	0.015	0.017	0.000	0.000	0.019	0.016	0.131	0.034	0.000	0.044	0.024	0.017	0.015	0.021	0.026	0.014	0.018	0.023	0.221	0.197	0.018	0.018	0.030	0.020	0.027	0.092	0.076	0.078	0.079	0.092	0.071	0.041	1.000	0.139	0.030	0.011	0.018	0.019
reservation_status	0.207	0.061	0.023	0.024	0.030	0.008	0.031	0.029	0.034	0.064	0.050	0.000	0.189	0.164	0.144	0.143	0.178	0.179	0.090	0.122	0.171	0.136	1.000	0.023	0.065	0.028	0.024	0.040	0.195	0.129	0.086	0.052	0.145	0.347	0.097	0.139	1.000	0.214	0.072	0.131	0.013
MO_YR	0.174	0.579	0.069	0.042	0.029	0.049	0.226	0.020	0.019	0.106	0.113	0.000	0.122	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.099	0.296	0.912	0.641	0.072	0.016	0.140	0.157	0.069	0.225	0.069	0.053	0.260	0.266	0.030	0.214	1.000	1.000	1.000	1.000
INFLATION_CHG	0.092	0.440	0.025	0.026	0.025	0.006	0.026	0.015	0.002	0.073	0.056	0.000	0.060	0.610	0.576	0.679	0.519	0.432	0.561	0.564	0.560	0.016	0.101	0.381	0.492	0.019	0.005	0.066	0.065	0.017	0.030	0.050	0.038	0.109	0.051	0.011	0.072	1.000	1.000	0.599	0.383
INTRSRT	0.120	0.429	0.036	0.027	0.023	0.009	0.037	0.026	0.019	0.084	0.059	0.000	0.099	0.708	0.700	0.639	0.719	0.751	0.572	0.680	0.904	0.009	0.182	0.873	0.445	0.044	0.004	0.092	0.150	0.028	0.046	0.079	0.060	0.170	0.159	0.018	0.131	1.000	0.599	1.000	0.895
US_GINI	0.083	0.142	0.025	0.021	0.007	0.008	0.035	0.018	0.002	0.071	0.076	0.000	0.040	0.837	0.812	0.563	0.743	0.839	0.836	0.622	0.898	0.015	0.000	0.860	0.145	0.017	0.000	0.049	0.104	0.015	0.003	0.050	0.053	0.059	0.126	0.019	0.013	1.000	0.383	0.895	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	hotel	is_canceled	lead_time	arrival_date_year	arrival_date_month	arrival_date_week_number	arrival_date_day_of_month	stays_in_week_nights	adults	meal	country	market_segment	distribution_channel	reserved_room_type	assigned_room_type	booking_changes	deposit_type	agent	customer_type	adr	total_of_special_requests	reservation_status	reservation_status_date	MO_YR	CPI_AVG	INFLATION	INFLATION_CHG	CSMR_SENT	UNRATE	INTRSRT	GDP	FUEL_PRCS	CPI_HOTELS	US_GINI	DIS_INC
0	Resort Hotel	0	342	2015	July	27	1	0	2	BB	PRT	Direct	Direct	C	C	3	No Deposit	NaN	Transient	0.0	0	Check-Out	7/1/2015	7-2015	238.034	1.8	0.0	93.1	5.3	0.75	18306.960	194.0	0.187566	41.2	41355.0
1	Resort Hotel	0	737	2015	July	27	1	0	2	BB	PRT	Direct	Direct	C	C	4	No Deposit	NaN	Transient	0.0	0	Check-Out	7/1/2015	7-2015	238.034	1.8	0.0	93.1	5.3	0.75	18306.960	194.0	0.187566	41.2	41355.0
2	Resort Hotel	0	7	2015	July	27	1	1	1	BB	GBR	Direct	Direct	A	C	0	No Deposit	NaN	Transient	75.0	0	Check-Out	7/2/2015	7-2015	238.034	1.8	0.0	93.1	5.3	0.75	18306.960	194.0	0.187566	41.2	41355.0
3	Resort Hotel	0	13	2015	July	27	1	1	1	BB	GBR	Corporate	Corporate	A	A	0	No Deposit	304.0	Transient	75.0	0	Check-Out	7/2/2015	7-2015	238.034	1.8	0.0	93.1	5.3	0.75	18306.960	194.0	0.187566	41.2	41355.0
4	Resort Hotel	0	14	2015	July	27	1	2	2	BB	GBR	Online TA	TA/TO	A	A	0	No Deposit	240.0	Transient	98.0	1	Check-Out	7/3/2015	7-2015	238.034	1.8	0.0	93.1	5.3	0.75	18306.960	194.0	0.187566	41.2	41355.0
5	Resort Hotel	0	14	2015	July	27	1	2	2	BB	GBR	Online TA	TA/TO	A	A	0	No Deposit	240.0	Transient	98.0	1	Check-Out	7/3/2015	7-2015	238.034	1.8	0.0	93.1	5.3	0.75	18306.960	194.0	0.187566	41.2	41355.0
6	Resort Hotel	0	0	2015	July	27	1	2	2	BB	PRT	Direct	Direct	C	C	0	No Deposit	NaN	Transient	107.0	0	Check-Out	7/3/2015	7-2015	238.034	1.8	0.0	93.1	5.3	0.75	18306.960	194.0	0.187566	41.2	41355.0
7	Resort Hotel	0	9	2015	July	27	1	2	2	FB	PRT	Direct	Direct	C	C	0	No Deposit	303.0	Transient	103.0	1	Check-Out	7/3/2015	7-2015	238.034	1.8	0.0	93.1	5.3	0.75	18306.960	194.0	0.187566	41.2	41355.0
8	Resort Hotel	1	85	2015	July	27	1	3	2	BB	PRT	Online TA	TA/TO	A	A	0	No Deposit	240.0	Transient	82.0	1	Canceled	5/6/2015	5-2015	237.001	1.7	-0.1	90.7	5.4	0.75	18193.707	202.6	0.185620	41.2	41290.0
9	Resort Hotel	1	75	2015	July	27	1	3	2	HB	PRT	Offline TA/TO	TA/TO	D	D	0	No Deposit	15.0	Transient	105.5	0	Canceled	4/22/2015	4-2015	236.222	1.8	0.0	95.9	5.4	0.75	18193.707	183.8	0.216699	41.2	41248.0

	hotel	lead_time	arrival_date_year	arrival_date_month	arrival_date_week_number	arrival_date_day_of_month	stays_in_weekend_nights	stays_in_week_nights	adults	meal	country	market_segment	distribution_channel	reserved_room_type	assigned_room_type	deposit_type	agent	customer_type	adr	total_of_special_requests	reservation_status	reservation_status_date	MO_YR	CPI_AVG	INFLATION	CSMR_SENT	UNRATE	INTRSRT	GDP	FUEL_PRCS	CPI_HOTELS	US_GINI	DIS_INC
119380	City Hotel	44	2017	August	35	31	1	3	2	SC	DEU	Online TA	TA/TO	A	A	No Deposit	9.0	Transient	140.75	1	Check-Out	9/4/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0
119381	City Hotel	188	2017	August	35	31	2	3	2	BB	DEU	Direct	Direct	A	A	No Deposit	14.0	Transient	99.00	0	Check-Out	9/5/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0
119382	City Hotel	135	2017	August	35	30	2	4	3	BB	JPN	Online TA	TA/TO	G	G	No Deposit	7.0	Transient	209.00	0	Check-Out	9/5/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0
119383	City Hotel	164	2017	August	35	31	2	4	2	BB	DEU	Offline TA/TO	TA/TO	A	A	No Deposit	42.0	Transient	87.60	0	Check-Out	9/6/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0
119384	City Hotel	21	2017	August	35	30	2	5	2	BB	BEL	Offline TA/TO	TA/TO	A	A	No Deposit	394.0	Transient	96.14	2	Check-Out	9/6/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0
119385	City Hotel	23	2017	August	35	30	2	5	2	BB	BEL	Offline TA/TO	TA/TO	A	A	No Deposit	394.0	Transient	96.14	0	Check-Out	9/6/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0
119386	City Hotel	102	2017	August	35	31	2	5	3	BB	FRA	Online TA	TA/TO	E	E	No Deposit	9.0	Transient	225.43	2	Check-Out	9/7/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0
119387	City Hotel	34	2017	August	35	31	2	5	2	BB	DEU	Online TA	TA/TO	D	D	No Deposit	9.0	Transient	157.71	4	Check-Out	9/7/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0
119388	City Hotel	109	2017	August	35	31	2	5	2	BB	GBR	Online TA	TA/TO	A	A	No Deposit	89.0	Transient	104.40	0	Check-Out	9/7/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0
119389	City Hotel	205	2017	August	35	29	2	7	2	HB	DEU	Online TA	TA/TO	A	A	No Deposit	9.0	Transient	151.20	2	Check-Out	9/7/2017	9-2017	246.435	1.7	95.1	4.4	1.75	19561.896	204.2	0.151972	41.2	42834.0

Most frequently occurring

	hotel	is_canceled	lead_time	arrival_date_year	arrival_date_month	arrival_date_week_number	arrival_date_day_of_month	stays_in_weekend_nights	stays_in_week_nights	adults	meal	country	market_segment	distribution_channel	previous_cancellations	reserved_room_type	assigned_room_type	deposit_type	agent	days_in_waiting_list	customer_type	adr	reservation_status	reservation_status_date	MO_YR	CPI_AVG	INFLATION	INFLATION_CHG	CSMR_SENT	UNRATE	INTRSRT	GDP	FUEL_PRCS	CPI_HOTELS	US_GINI	DIS_INC	# duplicates
5408	City Hotel	1	277	2016	November	46	7	1	2	2	BB	PRT	Groups	TA/TO	0	A	A	Non Refund	NaN	0	Transient	100.0	Canceled	4/4/2016	4-2016	238.992	2.1	-0.1	89.0	5.0	1.00	18611.617	123.6	0.176265	41.1	41727.0	180
4184	City Hotel	1	68	2016	February	8	17	0	2	2	BB	PRT	Groups	TA/TO	1	A	A	Non Refund	37.0	0	Transient	75.0	Canceled	1/6/2016	1-2016	237.652	2.2	0.1	92.0	5.0	1.00	18425.306	119.2	0.189989	41.1	41827.0	150
5078	City Hotel	1	188	2016	June	25	15	0	2	1	BB	PRT	Offline TA/TO	TA/TO	0	A	A	Non Refund	119.0	39	Transient	130.0	Canceled	1/18/2016	1-2016	237.652	2.2	0.1	92.0	5.0	1.00	18425.306	119.2	0.189989	41.1	41827.0	109
4882	City Hotel	1	158	2016	May	22	24	0	2	1	BB	PRT	Groups	TA/TO	0	A	A	Non Refund	37.0	31	Transient	130.0	Canceled	1/18/2016	1-2016	237.652	2.2	0.1	92.0	5.0	1.00	18425.306	119.2	0.189989	41.1	41827.0	101
3852	City Hotel	1	34	2015	December	50	8	0	2	1	BB	PRT	Offline TA/TO	TA/TO	1	A	A	Non Refund	19.0	0	Transient	90.0	Canceled	11/17/2015	11-2015	238.017	2.0	0.1	91.3	5.0	0.75	18332.079	167.4	0.183547	41.2	41526.0	100
3795	City Hotel	1	28	2017	March	9	2	0	3	2	BB	PRT	Groups	TA/TO	0	A	A	Non Refund	NaN	0	Transient	95.0	Canceled	2/2/2017	2-2017	244.006	2.2	-0.1	96.3	4.7	1.25	19148.194	163.5	0.165754	41.2	42274.0	99
3909	City Hotel	1	38	2017	January	2	14	0	1	1	BB	PRT	Corporate	Corporate	0	A	A	Non Refund	NaN	0	Transient	75.0	Canceled	12/7/2016	12-2016	242.637	2.2	0.1	98.2	4.7	1.25	18968.041	158.8	0.174506	41.1	42013.0	99
4875	City Hotel	1	156	2017	April	17	26	0	3	2	BB	PRT	Groups	TA/TO	0	A	A	Non Refund	37.0	0	Transient	100.0	Canceled	11/21/2016	11-2016	242.026	2.1	0.0	93.8	4.9	1.00	18968.041	157.0	0.163833	41.1	41952.0	99
4208	City Hotel	1	71	2016	June	25	14	0	3	1	BB	PRT	Offline TA/TO	TA/TO	0	A	A	Non Refund	236.0	0	Transient	120.0	Canceled	4/27/2016	4-2016	238.992	2.1	-0.1	89.0	5.0	1.00	18611.617	123.6	0.176265	41.1	41727.0	89
4942	City Hotel	1	166	2016	November	45	1	0	3	1	BB	PRT	Offline TA/TO	TA/TO	0	A	A	Non Refund	236.0	0	Transient	110.0	Canceled	7/13/2016	7-2016	240.101	2.2	0.0	90.0	4.9	1.00	18775.459	157.6	0.188348	41.1	41784.0	85

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script